{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>311.250000</td>\n",
       "      <td>311.250000</td>\n",
       "      <td>300.450012</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>6654900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-03-26</td>\n",
       "      <td>307.339996</td>\n",
       "      <td>307.589996</td>\n",
       "      <td>291.359985</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>8375200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-03-27</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>304.269989</td>\n",
       "      <td>277.179993</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>13872000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-03-28</td>\n",
       "      <td>264.579987</td>\n",
       "      <td>268.679993</td>\n",
       "      <td>252.100006</td>\n",
       "      <td>257.779999</td>\n",
       "      <td>257.779999</td>\n",
       "      <td>21001400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-03-29</td>\n",
       "      <td>256.489990</td>\n",
       "      <td>270.959991</td>\n",
       "      <td>248.210007</td>\n",
       "      <td>266.130005</td>\n",
       "      <td>266.130005</td>\n",
       "      <td>15170700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date        Open        High         Low       Close   Adj Close  \\\n",
       "0 2018-03-23  311.250000  311.250000  300.450012  301.540009  301.540009   \n",
       "1 2018-03-26  307.339996  307.589996  291.359985  304.179993  304.179993   \n",
       "2 2018-03-27  304.000000  304.269989  277.179993  279.179993  279.179993   \n",
       "3 2018-03-28  264.579987  268.679993  252.100006  257.779999  257.779999   \n",
       "4 2018-03-29  256.489990  270.959991  248.210007  266.130005  266.130005   \n",
       "\n",
       "     Volume  \n",
       "0   6654900  \n",
       "1   8375200  \n",
       "2  13872000  \n",
       "3  21001400  \n",
       "4  15170700  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tesla = pd.read_csv('../dataset/TSLA.csv')\n",
    "tesla['Date'] = pd.to_datetime(tesla['Date'])\n",
    "tesla.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def df_shift(df,lag=0, start=1, skip=1, rejected_columns = []):\n",
    "    df = df.copy()\n",
    "    if not lag:\n",
    "        return df\n",
    "    cols ={}\n",
    "    for i in range(start,lag+1,skip):\n",
    "        for x in list(df.columns):\n",
    "            if x not in rejected_columns:\n",
    "                if not x in cols:\n",
    "                    cols[x] = ['{}_{}'.format(x, i)]\n",
    "                else:\n",
    "                    cols[x].append('{}_{}'.format(x, i))\n",
    "    for k,v in cols.items():\n",
    "        columns = v\n",
    "        dfn = pd.DataFrame(data=None, columns=columns, index=df.index)    \n",
    "        i = (skip - 1)\n",
    "        for c in columns:\n",
    "            dfn[c] = df[k].shift(periods=i)\n",
    "            i+=skip\n",
    "        df = pd.concat([df, dfn], axis=1, join_axes=[df.index])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>301.540009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date       Close\n",
       "0 2018-03-23  301.540009"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tesla = tesla[['Date','Close']]\n",
    "tesla.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close_1</th>\n",
       "      <th>Close_3</th>\n",
       "      <th>Close_5</th>\n",
       "      <th>Close_7</th>\n",
       "      <th>Close_9</th>\n",
       "      <th>ma7</th>\n",
       "      <th>ma14</th>\n",
       "      <th>ma25</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-03-26</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-03-27</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-03-28</td>\n",
       "      <td>257.779999</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-03-29</td>\n",
       "      <td>266.130005</td>\n",
       "      <td>257.779999</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-04-02</td>\n",
       "      <td>252.479996</td>\n",
       "      <td>266.130005</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-04-03</td>\n",
       "      <td>267.529999</td>\n",
       "      <td>252.479996</td>\n",
       "      <td>257.779999</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>275.545713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>286.940002</td>\n",
       "      <td>267.529999</td>\n",
       "      <td>266.130005</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>273.459998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>305.720001</td>\n",
       "      <td>286.940002</td>\n",
       "      <td>252.479996</td>\n",
       "      <td>257.779999</td>\n",
       "      <td>304.179993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>273.679999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>299.299988</td>\n",
       "      <td>305.720001</td>\n",
       "      <td>267.529999</td>\n",
       "      <td>266.130005</td>\n",
       "      <td>279.179993</td>\n",
       "      <td>301.540009</td>\n",
       "      <td>276.554284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date       Close     Close_1     Close_3     Close_5     Close_7  \\\n",
       "0 2018-03-23  301.540009         NaN         NaN         NaN         NaN   \n",
       "1 2018-03-26  304.179993  301.540009         NaN         NaN         NaN   \n",
       "2 2018-03-27  279.179993  304.179993         NaN         NaN         NaN   \n",
       "3 2018-03-28  257.779999  279.179993  301.540009         NaN         NaN   \n",
       "4 2018-03-29  266.130005  257.779999  304.179993         NaN         NaN   \n",
       "5 2018-04-02  252.479996  266.130005  279.179993  301.540009         NaN   \n",
       "6 2018-04-03  267.529999  252.479996  257.779999  304.179993         NaN   \n",
       "7 2018-04-04  286.940002  267.529999  266.130005  279.179993  301.540009   \n",
       "8 2018-04-05  305.720001  286.940002  252.479996  257.779999  304.179993   \n",
       "9 2018-04-06  299.299988  305.720001  267.529999  266.130005  279.179993   \n",
       "\n",
       "      Close_9         ma7  ma14  ma25  \n",
       "0         NaN         NaN   NaN   NaN  \n",
       "1         NaN         NaN   NaN   NaN  \n",
       "2         NaN         NaN   NaN   NaN  \n",
       "3         NaN         NaN   NaN   NaN  \n",
       "4         NaN         NaN   NaN   NaN  \n",
       "5         NaN         NaN   NaN   NaN  \n",
       "6         NaN  275.545713   NaN   NaN  \n",
       "7         NaN  273.459998   NaN   NaN  \n",
       "8         NaN  273.679999   NaN   NaN  \n",
       "9  301.540009  276.554284   NaN   NaN  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_crosscorrelated = df_shift(tesla, lag = 10, start = 1, skip = 2,rejected_columns=['Date'])\n",
    "df_crosscorrelated['ma7'] = df_crosscorrelated['Close'].rolling(7).mean()\n",
    "df_crosscorrelated['ma14'] = df_crosscorrelated['Close'].rolling(14).mean()\n",
    "df_crosscorrelated['ma25'] = df_crosscorrelated['Close'].rolling(25).mean()\n",
    "df_crosscorrelated.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 4))\n",
    "plt.subplot(1,3,1)\n",
    "plt.scatter(df_crosscorrelated['Close'],df_crosscorrelated['Close_5'])\n",
    "plt.title('close vs shifted 5')\n",
    "plt.subplot(1,3,2)\n",
    "plt.scatter(df_crosscorrelated['Close'],df_crosscorrelated['Close_7'])\n",
    "plt.title('close vs shifted 7')\n",
    "plt.subplot(1,3,3)\n",
    "plt.scatter(df_crosscorrelated['Close'],df_crosscorrelated['Close_9'])\n",
    "plt.title('close vs shifted 9')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.scatter(df_crosscorrelated['Close'],df_crosscorrelated['Close_5'],label='close vs shifted 5')\n",
    "plt.scatter(df_crosscorrelated['Close'],df_crosscorrelated['Close_7'],label='close vs shifted 7')\n",
    "plt.scatter(df_crosscorrelated['Close'],df_crosscorrelated['Close_9'],label='close vs shifted 9')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,4))\n",
    "df_crosscorrelated.plot(x='Date',y=['Close','ma7','ma14','ma25'],ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colormap = plt.cm.RdBu\n",
    "plt.figure(figsize=(10, 5))\n",
    "ax=plt.subplot(111)\n",
    "plt.title('cross correlation', y=1.05, size=16)\n",
    "selected_column = ['Close','Close_1','Close_3','Close_5','Close_7','Close_9','ma7','ma14','ma25']\n",
    "\n",
    "sns.heatmap(df_crosscorrelated[selected_column].corr(), ax=ax, linewidths=0.1,vmax=1.0, \n",
    "            square=True, cmap=colormap, linecolor='white', annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,4))\n",
    "df_crosscorrelated['Close'].hist(alpha=0.6,label='close',ax=ax)\n",
    "df_crosscorrelated['ma7'].hist(alpha=0.6,label='ma7',ax=ax)\n",
    "df_crosscorrelated['ma14'].hist(alpha=0.6,label='ma14',ax=ax)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "n_cluster = range(1, 20)\n",
    "data = df_crosscorrelated.iloc[:,1:].dropna().values\n",
    "kmeans = [KMeans(n_clusters=i).fit(data) for i in n_cluster]\n",
    "scores = [kmeans[i].score(data) for i in range(len(kmeans))]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "ax.plot(n_cluster, scores)\n",
    "plt.xlabel('Number of Clusters')\n",
    "plt.ylabel('Score')\n",
    "plt.title('Elbow Curve')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "X = df_crosscorrelated[['Close','ma14','ma25']].dropna()\n",
    "X = X.reset_index(drop=True)\n",
    "km = KMeans(n_clusters=10)\n",
    "km.fit(X)\n",
    "km.predict(X)\n",
    "labels = km.labels_\n",
    "\n",
    "fig = plt.figure(1, figsize=(7,7))\n",
    "ax = Axes3D(fig)\n",
    "ax.scatter(X.iloc[:,0], X.iloc[:,1], X.iloc[:,2],\n",
    "          c=labels.astype(np.float), edgecolor=\"k\")\n",
    "ax.set_xlabel(\"Close\")\n",
    "ax.set_ylabel(\"ma14\")\n",
    "ax.set_zlabel(\"ma25\")\n",
    "plt.title(\"K Means\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "X = df_crosscorrelated.iloc[:,1:].dropna().values\n",
    "X_std = StandardScaler().fit_transform(X)\n",
    "\n",
    "mean_vec = np.mean(X_std, axis=0)\n",
    "cov_mat = np.cov(X_std.T)\n",
    "eig_vals, eig_vecs = np.linalg.eig(cov_mat)\n",
    "\n",
    "eig_pairs = [(np.abs(eig_vals[i]),eig_vecs[:,i]) for i in range(len(eig_vals))]\n",
    "\n",
    "eig_pairs.sort(key = lambda x: x[0], reverse= True)\n",
    "\n",
    "tot = sum(eig_vals)\n",
    "var_exp = [(i/tot)*100 for i in sorted(eig_vals, reverse=True)]\n",
    "cum_var_exp = np.cumsum(var_exp)\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.bar(range(len(var_exp)), var_exp, alpha=0.3, align='center', label='individual explained variance', color = 'g')\n",
    "plt.step(range(len(cum_var_exp)), cum_var_exp, where='mid',label='cumulative explained variance')\n",
    "plt.ylabel('Explained variance ratio')\n",
    "plt.xlabel('Principal components')\n",
    "plt.legend(loc='best')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_crosscorrelated.iloc[:,1:].dropna().values\n",
    "X_std = StandardScaler().fit_transform(X)\n",
    "data = pd.DataFrame(X_std)\n",
    "pca = PCA(n_components=2)\n",
    "data = pca.fit_transform(data)\n",
    "scaler = StandardScaler()\n",
    "np_scaled = scaler.fit_transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "8    38\n",
       "7    35\n",
       "3    35\n",
       "4    29\n",
       "5    24\n",
       "2    21\n",
       "6    13\n",
       "1    13\n",
       "0    12\n",
       "9     7\n",
       "Name: cluster, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_crosscorrelated.dropna()\n",
    "kmeans = KMeans(n_clusters=10).fit(np_scaled)\n",
    "df['cluster'] = kmeans.predict(np_scaled)\n",
    "df = df.reset_index()\n",
    "df['principal_feature1'] = np_scaled[:,0]\n",
    "df['principal_feature2'] = np_scaled[:,1]\n",
    "df['cluster'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "def getDistanceByPoint(data, model):\n",
    "    distance = pd.Series()\n",
    "    for i in range(0,len(data)):\n",
    "        Xa = data[i]\n",
    "        Xb = model.cluster_centers_[model.labels_[i]-1]\n",
    "        distance.set_value(i, np.linalg.norm(Xa-Xb))\n",
    "    return distance\n",
    "\n",
    "outliers_fraction = 0.1\n",
    "distance = getDistanceByPoint(np_scaled, kmeans)\n",
    "number_of_outliers = int(outliers_fraction*len(distance))\n",
    "threshold = distance.nlargest(number_of_outliers).min()\n",
    "df['anomaly1'] = (distance >= threshold).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "colors = {0:'blue', 1:'red'}\n",
    "ax.scatter(df['principal_feature1'], df['principal_feature2'], c=df[\"anomaly1\"].apply(lambda x: colors[x]))\n",
    "plt.xlabel('principal feature1')\n",
    "plt.ylabel('principal feature2')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    205\n",
       "1     22\n",
       "Name: anomaly1, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.anomaly1.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "plt.plot(df['Close'], label='close',c='b')\n",
    "plt.plot(df['Close'], 'o', label='outliers',markevery=df.loc[df['anomaly1'] == 1].index.tolist(),c='r')\n",
    "plt.xticks(np.arange(df.shape[0])[::15],df['Date'][::15],rotation='-45')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = df.loc[df['anomaly1'] == 0, 'Close']\n",
    "b = df.loc[df['anomaly1'] == 1, 'Close']\n",
    "\n",
    "fig, axs = plt.subplots(figsize=(10,6))\n",
    "axs.hist([a,b], bins=32, stacked=True, color=['blue', 'red'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ori_len = df_crosscorrelated.shape[0] - X.shape[0]\n",
    "ori_len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 95,  97, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150,\n",
       "       151, 152, 154, 156, 183, 184, 185, 186, 187, 190])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(outliers==-1)[0] + ori_len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.ensemble import IsolationForest\n",
    "\n",
    "X = df_crosscorrelated.iloc[:,1:].dropna().values\n",
    "np_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "model = IsolationForest(contamination=outliers_fraction)\n",
    "model.fit(np_scaled)\n",
    "outliers = model.predict(np_scaled)\n",
    "\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.plot(df_crosscorrelated['Close'], label='close',c='b')\n",
    "plt.plot(df_crosscorrelated['Close'], 'o', label='outliers',\n",
    "         markevery=(np.where(outliers==-1)[0] + ori_len).tolist(),c='r')\n",
    "plt.xticks(np.arange(df_crosscorrelated.shape[0])[::15],df_crosscorrelated['Date'][::15],rotation='-45')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAFuCAYAAAAvYgRHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHK5JREFUeJzt3X+MJGd95/F3z86EmfEOLEyaHza2F7D3ez7inLFBB6eQKJGBxAqEH+GXwHZEDsyPw6cg6zhACRwnLAssBQxGcEEJhiDr4hy3IMLBBQnnbAI5iGMdTnRfTLC9jm3CMGaP/TFjdmfq/uha3F5mZnureueZnn6/pNV2V9XTz9Pfqer5TFX3052qqpAkSVI5E6UHIEmSNO4MZJIkSYUZyCRJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTCDGSSJEmFGcgkSZIKmyw9gAE8CngW8ACwUngskiRJG9kBPAn4JvDQoI1GIZA9C7il9CAkSZJOwnOBWwfdeBQC2QMAP/rRIVZXq9Jj2XTz8ztZXDxYehgjx7o1Z+2asW7NWbvmrF0zp7JuExMdHvvY06DOL4MahUC2ArC6Wo1lIAPG9nm3Zd2as3bNWLfmrF1z1q6ZTajbSb3Nyjf1S5IkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmEGMkmSpMIMZJIkSYUZyCRJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhk6UHIKms+dN2MDE7+4hl3e7cwO1XDx9m8dDKsIclSWPFQCaNuYnZWeh0mrevKjh0YIgjkqTx4yVLSZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmEGMkmSpMIMZJIkSYUZyCRJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTCDGSSJEmFTQ6yUURcC7wM2A2cn5l3RMRuYG/fZruAR2fm49Zo/x7gzcD99aKvZeZbmg9bkiRp+xgokNELXh8Cbjm2IDPvBi44dj8iPniCx/tUZl7VYIySJEnb2kCBLDNvBYiINddHxM8BrwFeMLSRSZIkjYlBz5CdyIuA+zLztg22eVVEPB/4PvDuzPz6kPqWJEkaacMKZK8D/niD9R8D3peZRyLiecDnIuK8zFwctIP5+Z1txziyut250kMYSdZt81jrHuvQnLVrzto1s9Xq1jqQRcQZwK8Al663TWZ+v+/2X0bEvcAvAH81aD+LiwdZXa3aDHUkdbtzLCwcKD2MkWPdBjeMFyVr7T7XhrVrzto1cyrrNjHRaXQSaRjTXlwO/MVGZ7vq0Hbs9gX0Pq2ZQ+hbkiRp5A067cV1wEuBJwJfiYjFzHx6vfp3gCvXaPNF4A8y81vA1RFxEbAC/AS4tP+smSRJ0jgb9FOWV7JG6KrX7Vln+SV9ty9vNDpJkqQx4Ez9kiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmEGMkmSpMIMZJIkSYUZyCRJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqbLL0ACSVVS0t0amqVu0lSe0YyKQx15mZodNp3r6qZuDggeENSJLGkJcsJUmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmEGMkmSpMIMZJIkSYUZyCRJkgozkEmSJBU20FcnRcS1wMuA3cD5mXlHvfxuYLn+B/D2zPzyGu1ngT8BLgKOAldl5hdajl2SJGlbGPS7LPcCHwJuWWPdbx8LaBu4CvhxZp4TEecCt0TEOZl58CTGKkmStC0NdMkyM2/NzHtb9PNK4OP1Y90JfAv4jRaPJ0mStG0MeoZsI5+JiA5wK/DOzNy/xjZnAff03d8HnDmEviVJkkZe20D23My8NyIeBXwQ+Ajw2vbD+lnz8ztPxcOOhG53rvQQRpJ12zyNa728DNPTzTtu237I3Oeas3bNWbtmtlrdWgWyY5cxM/OhiPgo8Pl1Nt0HnA0s1PfPAr56Mn0tLh5kdbVqOtSR1e3OsbBwoPQwRo51G9wwXpSa1rrbnYNOp3nHVbVlfs7uc81Zu+asXTOnsm4TE51GJ5EaT3sREadFxGPq2x3gVcDt62x+E3BFve25wLOALzXtW5IkaTsZdNqL64CXAk8EvhIRi8ALgf8WETuAHcA/AG/ua3M7cElm3g98APhkRHwXWAHekJlGekmSJAYMZJl5JXDlGquesUGbC/puHwJeftKjkyRJGgPO1C9JklSYgUySJKkwA5kkSVJhBjJJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQN9l6WkU2f+tB1MzM42br96+DCLh1aGOCJJ0mYzkEmFTczOQqfTvH1VwaEDQxyRJGmzeclSkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmEGMkmSpMIMZJIkSYUZyCRJkgozkEmSJBVmIJMkSSpssvQApHFXLS3RqapW7UfVOD93SepnIJMK68zM0Ok0b19VM3DwwPAGtInG+blLUj8vWUqSJBVmIJMkSSpsoEuWEXEt8DJgN3B+Zt4REfPAp4GnAT8B7gSuyMyFNdp/ErgY+GG96KbMfF/r0UuSJG0Dg76HbC/wIeCWvmUV8P7MvBkgIj4AXAP87jqPcU1mfqThOCVJkratgQJZZt4KEBH9yx4Ebu7b7BvAm4Y4NkmSpLEwlPeQRcQEvTD2+Q02e1tEfDsi9kbEecPoV5IkaTsY1rQXHwYOAutdknwX8EBmrkbEZcCXIuKpmbkyaAfz8zuHMMzR1O3OlR7CSBqnupV+riX7L/3c+22lsYwaa9ectWtmq9WtdSCr3/B/LvDCzFxda5vMvK/v9qci4g+BJwP3DNrP4uJBVlebTyA5qrrdORYWnGfpZI1S3YbxotDmuZbsv/RzH6ZR2ue2GmvXnLVr5lTWbWKi0+gkUqtLlhFxNXAR8OLMfGiD7c7ou/0CYAW4b73tJUmSxsmg015cB7wUeCLwlYhYBF4BvAP4DvDX9Rv+78rMl9Rtbgcuycz7gRsi4gnAKvBj4EWZeXTYT0aSJGkUDfopyyuBK9dYte6XnmTmBX23Lz75oUmSJI0HZ+qXJEkqzEAmSZJUmIFMkiSpsGHNQyaNrPnTdjAxO9u4/erhwyweGnhKvW3n6NGtN5+Ptr+2x221tERnZqZx+3E/7jV8BjKNvYnZWeis+/mUE7evKjg0vvMATU42L181flMLakjaHredqvK415biJUtJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVNhk6QFIaml5mW53rlV7mB7acMbJrl07mZrq/PT+yf4cjhyp2L//4LCHNZD503YwMTvbuP3q4cMsHloZ4ohOTrW0RKeqivUvDZuBTBp109PQ6Zx4u/X4S62xqalOy9K3aNzSxOxsq/1moqrg0IEhjujkdGZm3O21rXjJUpIkqTADmSRJUmEGMkmSpMIMZJIkSYUZyCRJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTCTvhdlhFxLfAyYDdwfmbeUS/fA9wAzAOLwGWZeeca7XcA1wG/DlTANZn5iWE9AUmSpFE3yBmyvcAvA/cct/xjwPWZuQe4Hvj4Ou1fA5wDnAs8B3hPROxuNFpJkqRt6ISBLDNvzcx7+5dFxOOBC4Eb60U3AhdGRHeNh3gl8EeZuZqZC/QC3svbDVuSJGn7aPoesjOB+zJzBaD+//56+fHO4pFn1/ats50kSdJYOuF7yLaK+fmdpYdQTLc7V3oII2nQulVLy3SqqnE/1dJSu5/R8jIw3bz9mGtd++kWtR/Cz67U8d1+v18e6tg3uw5b7fm3sVXGMWq2Wt2aBrJ7gTMiYkdmrtRv3D+9Xn68fcDZwDfr+8efMRvI4uJBVlebHzyjqtudY2HhQOlhjJyTqVu3O0en07yvqpqh5QM0b6tWx0e3O1f8Z1fq+G6/308PbexNXufa/jLtzExvmeffhr8jmjmVdZuY6DQ6idTokmVm/gC4HXh1vejVwN/V7xE73k3A6yNion6P2YuBP2/SryRJ0nZ0wkAWEddFxD8BTwa+EhF/X696I/DWiPgO8Nb6/rE2X4yIZ9Z3Pw18D7gT+Abw3sy8a4jPQZIkaaSd8JJlZl4JXLnG8v8L/Ot12lzSd3sFeFOLMUqSJG1rztQvSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmEn/C5LSVtbtbRMp6qaP8DyMjA9tPFIkk6egUwacZ2ZaTqd5u2ryjAmSaV5yVKSJKkwA5kkSVJhBjJJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKmyy9ACktuZP28HE7OzPLO925wZ7gOVlYLpx/9XSMp2qaty+bf9qrlpa8mfX1PLy4MfYGlYPH2bx0MoQBySNNgOZRt7E7Cx0Os0foM0vZKAzM92y+zH9hb4FdGZm/Nk1NT3d6ribqCo4dGCIA5JGm5csJUmSCjOQSZIkFdbqkmVE7Ab29i3aBTw6Mx933HbvAd4M3F8v+lpmvqVN35IkSdtFq0CWmXcDFxy7HxEf3OAxP5WZV7XpT5IkaTsa2pv6I+LngNcALxjWY0qSJI2DYX7K8kXAfZl52zrrXxURzwe+D7w7M78+xL4lSZJGVqdq+ZH/YyLii8CXMvO6NdY9EVjMzCMR8TzgM8B5mbk4wEPvBu4ayiC1fbWc9qLtrBm2L9d3W6VrV1LrsRd+8uP8s9NIeApw96AbD+UMWUScAfwKcOla6zPz+323/zIi7gV+AfirQftYXDzI6ur4HQHd7hwLC87Vs5E2k1Nq9LU5PrbCvlPq+N5Kz73J69xWGn9J/o5o5lTWbWKiw/z8zpNvN6T+Lwf+Yr0zXnVgO3b7AnpnvXJIfUuSJI20Yb2H7HeAK/sX1Jcw/yAzvwVcHREXASvAT4BL+8+aSZIkjbOhBLLM3LPGskv6bl8+jH4kSZK2I2fqlyRJKsxAJkmSVJiBTJIkqbBhTgwrFVEtLdFpMynQ8jIwPbTxaPMcPbo1pj8YR9XScqvjrjpy5BE/O3+OGncGMo28zsxMywkeDWOjanLSyT1L6cxMt6z9lD87qY+XLCVJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYZOlByBJ0rjZtWsnU1OdRm2PHKnYv//gkEek0gxkkiRtsqmpDp1meYyqathQW5qXLCVJkgozkEmSJBVmIJMkSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqrPV3WUbE3cBy/Q/g7Zn55eO2mQX+BLgIOApclZlfaNu3JEnSdjCsLxf/7cy8Y4P1VwE/zsxzIuJc4JaIOCcz/bp6SZI09jbrkuUrgY8DZOadwLeA39ikviVJkra0YZ0h+0xEdIBbgXdm5v7j1p8F3NN3fx9w5pD6liRJGmnDCGTPzcx7I+JRwAeBjwCvHcLjPsL8/M5hP+SWcvQoTK7z0+h2507YvlpapjMz3XwAy8sw3aK9pEYGOb61BS0vt/vZLS8DzV9z+/t2H2pmq9WtdSDLzHvr/x+KiI8Cn19js33A2cBCff8s4Ksn08/i4kFWV6s2Q93Sut05Op3m7atqmpYPwMLCgebtC9pqB5V0Mkoddx43LU23f81t49h+0+3Ojexrd0mnsm4TE51GJ5FavYcsIk6LiMfUtzvAq4Db19j0JuCKertzgWcBX2rTtyRJ0nbR9k39TwBujoj/A9wB7AHeDBARt0fE6fV2HwB2RcR3gS8Ab8hMI70kSRItL1lm5veAZ6yz7oK+24eAl7fpS5Ikabtypn5JkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCmv1XZbaOqqlZTpV1aL90hBHc/J27drJ1FSn6BgkaRy0fb09cqRi//6DQxyRwEC2bXRmpum0yDNVNQMHDwxvQCdpaqrTePwtcqgkjZ02r7cAVeUfz6eClywlSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmGTpQewVezatZOpqU7j9keOVOzff3CII5K03R09Ct3uXOP2vu6UUy0t06mq5g+wvAxMN2p6/H7TZh/S1mEgq01Ndeg0z2NUVYvGksbS5CS+7oyozsx0y59dszAGw9hvmrfVqeMlS0mSpMIMZJIkSYW1umQZEfPAp4GnAT8B7gSuyMyF47b7JHAx8MN60U2Z+b42fUuSJG0Xbd9DVgHvz8ybASLiA8A1wO+use01mfmRlv1JkiRtO60CWWY+CNzct+gbwJvaPKYkSdK4Gdp7yCJigl4Y+/w6m7wtIr4dEXsj4rxh9StJkjTqhjntxYeBg8BalyXfBTyQmasRcRnwpYh4amauDPrg8/M7hzTMU2fU54IZ9fFL48jjViVsh/1uqz2HTjWECUki4lrgF4EXZuZDA2y/CFyYmfcM8PC7gbsWFw+yunrqJk/pdudaz+uysHCgaP8lx99Wm+c/jOdu+zLtR3nsW6V90+N2K7zm2H70+j7WvuTvi2HodudO2XOYmOgcO4n0FODugdu17TgirgYuAl68XhiLiDP6br8AWAHua9u3JEnSdtB22ounA+8AvgP8dUQA3JWZL4mI24FLMvN+4IaIeAKwCvwYeFFmHm03dEmSpO2h7acs/x5Y88RnZl7Qd/viNv1IkiRtZ87UL0mSVJiBTJIkqTADmSRJUmEGMkmSpMKGOTHsWDt6dOtNMidpe/N1RyW03e+OHKnYv/9g4/a7du1kaqr5RGpHjpy6OU3bMJANyeRk+4n2JOlktHnd8TVHTbX/fdeiMTA11Sna/6niJUtJkqTCDGSSJEmFGcgkSZIKM5BJkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVNhk6QFoazh6FLrducbtV1YqduzoDHFEkiSNDwOZAJichE6LPFVVnZbtm7eVJGnUeclSkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCjOQSZIkFWYgkyRJKsxAJkmSVJiBTJIkqTADmSRJUmGtvzopIvYANwDzwCJwWWbeedw2O4DrgF8HKuCazPxE274lSZK2g2GcIfsYcH1m7gGuBz6+xjavAc4BzgWeA7wnInYPoW9JkqSR1yqQRcTjgQuBG+tFNwIXRkT3uE1fCfxRZq5m5gKwF3h5m74lSZK2i7aXLM8E7svMFYDMXImI++vlC33bnQXc03d/X73NIHYATEx0Wg71xM4+2/aj2n6Uxz7u7Ud57KPefpTHPu7tR3ns0P53etv+hzGGAR53x8m061RV1bjTiLgI+FRmPr1v2T8Ar83M2/qWfRt4XWZ+s77/H4AnZ+aVA3TzS8AtjQcpSZK0+Z4L3Droxm3PkN0LnBERO+qzYzuA0+vl/fYBZwPfrO8ff8ZsI9+k96QeAFZajleSJOlU2gE8iYczz0BaBbLM/EFE3A68GvjT+v+/q98n1u8m4PUR8Vl6n8Z8Mb2QNYiHOImEKUmSVNg/nmyDYXzK8o3AWyPiO8Bb6/tExBcj4pn1Np8GvgfcCXwDeG9m3jWEviVJkkZeq/eQSZIkqT1n6pckSSrMQCZJklSYgUySJKkwA5kkSVJhBjJJkqTC2k4Mq4YiYp7edCBPA35Cb0qQKzJzISIeR++L2i8CjgD/NTPfW7d7Nr0vcJ8B7qb3rQg/2PxnUM4Javc64PfoTSJ8FPi9zLylbmftIvYCTwFWgYPAWzPz9ojYA9xAb57AReCyzLyzbrPuunGyVu3oTYK95r5Ytxn7fQ7W3+/61r8beA9wfmbeUS8b+9ptcLxOA38IXAwsA1/PzDfUbTxe2bB2vwn8Z6BT//tPmfnZuk3R2nmGrJwKeH9mRmaeT28SuWvqdZ8E/iYz99RfS/VfACJigt4EvG/JzD3A/+prM07WrF0d1D4IXJyZFwDvpfeCbu0ednlm/qvMfAZwLfDH9fKPAdfXtbmeum4DrBsna9Vu3ePYfe4R1tvviIgLgWfT9+0t1u6n1qvb++kFsT31fvf7fW08Xnt+pnYR0aH3B9Sl9e+IS4Eb6v0NCtfOQFZIZj6YmTf3LfoGcHZEnAv8IvChvm2/X9+8CFjOzGPfXPAx4BWbMNwtZb3a8fBfPHP18l3AP9W3rR2Qmf+v7+5jgNWIeDxwIXBjvfxG4MKI6G60brPGvFWsVbsN9kVwn/uptWoHEBGPoveL703HNbF2rHu87gQuA34/M6t6u38G8Hh92Hr7XP3/Y+rbu4AHMnPD18HNGC8YyLaEOp2/Cfg88C/phYhPRMRt9TceHPvy9kd8B2hm/hCYqC9xjqX+2tX1uAK4LSL2AVcDb643tXa1iPhEXZ/3AZcDZwL3ZeYKQP3//fXyjdaNnTVq17+u/zgG97lHWKd27wX+NDPvPm5za1dbo25Po3c57d0R8a2IuDkifqne3OO1z/G1qwPsK4DPRcQ9wF564Ra2QO0MZFvDh+ld4/4IvS8lfTbwycy8EPgED7/A62f9tHYR8Wjg3wHPysyzgLcB/70+Ta1aZv7buj7vBD5Qejyj5AS16z+OdZzjaxcRzwGeCXy07Mi2tjX2uR3AU+l9b/QzgbcDn61f/9RnjX1uEngH8FuZeTbwQuDP6rOOxRnICouIa4FzgVdm5iqwD9h37I3o9ZsNnxQRP1+vO7uv7c9TXzbZ/JGXt0btng/sz8wEyMw/o/fXpLVbQ2Z+GvhVemdkz4iIHQD1/6fTe8P6vRusG1vHale/b3GtfRHc59bUt9/9GnAecFdE3A08GfhyRDwfa/cz+up2H70PLN1YL/8b4IfAHjxe19RXu4uA0zPza/XyrwGH6O2HxWtnICsoIq6mt4O8ODMfqhf/LXDo2GXKiPhl4EF6p6j/FpjpOz39RuCmzR311rBO7e6id83/8fU2vwr8mN6L1djXLiJ2RsSZffdfSG/f+gFwO/DqetWr6f31vVB/qm3NdZs38vI2qN2D6+yL4D4HbFi7qzPz9MzcnZm76f1h8ILM/J9YuxMdr18Fnlcv3wM8Hviux2vPBrXbBzw5IqJefh7wBOAft0Lt/HLxQurAdQfwHWCpXnxXZr4kIo6dxn8UcBj495n5v+t2/4beJz+mefij4P+8ycMv6gS1exvwenpTEDwEvO3YG4PHvXYR8QTgc8Bp9KYFeRC4KjNvi4h/Qe/j3o8FfkTv495Zt1t33bhYr3b09rE198W63Vjvc7DxfnfcdncDv5kPT3sx1rU7wfH6VHqfuJynNzXSuzLzf9TtPF43rt1rgP/Iw2/yf3dm7q3bFa2dgUySJKkwL1lKkiQVZiCTJEkqzEAmSZJUmIFMkiSpMAOZJElSYQYySZKkwgxkkiRJhRnIJEmSCvv/BiJFSzCtJBMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "close = df_crosscorrelated['Close'].values\n",
    "a = close[np.where(outliers==1)[0]]\n",
    "b = close[np.where(outliers==-1)[0]]\n",
    "\n",
    "fig, axs = plt.subplots(figsize=(10,6))\n",
    "axs.hist([a,b], bins=32, stacked=True, color=['blue', 'red'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.svm import OneClassSVM\n",
    "\n",
    "X = df_crosscorrelated.iloc[:,1:].dropna().values\n",
    "np_scaled = StandardScaler().fit_transform(X)\n",
    "model = OneClassSVM(nu=outliers_fraction, kernel=\"rbf\", gamma=0.01)\n",
    "model.fit(np_scaled)\n",
    "outliers = model.predict(np_scaled)\n",
    "\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.plot(df_crosscorrelated['Close'], label='close',c='b')\n",
    "plt.plot(df_crosscorrelated['Close'], 'o', label='outliers',\n",
    "         markevery=(np.where(outliers==-1)[0] + ori_len).tolist(),c='r')\n",
    "plt.xticks(np.arange(df_crosscorrelated.shape[0])[::15],df_crosscorrelated['Date'][::15],rotation='-45')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "close = df_crosscorrelated['Close'].values\n",
    "a = close[np.where(outliers==1)[0]]\n",
    "b = close[np.where(outliers==-1)[0]]\n",
    "\n",
    "fig, axs = plt.subplots(figsize=(10,6))\n",
    "axs.hist([a,b], bins=32, stacked=True, color=['blue', 'red'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.covariance import EllipticEnvelope\n",
    "\n",
    "envelope = EllipticEnvelope(contamination = outliers_fraction)\n",
    "X = df_crosscorrelated.iloc[:,1:].dropna().values\n",
    "np_scaled = StandardScaler().fit_transform(X)\n",
    "envelope.fit(np_scaled)\n",
    "outliers = envelope.predict(np_scaled)\n",
    "\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.plot(df_crosscorrelated['Close'], label='close',c='b')\n",
    "plt.plot(df_crosscorrelated['Close'], 'o', label='outliers',\n",
    "         markevery=(np.where(outliers==-1)[0] + ori_len).tolist(),c='r')\n",
    "plt.xticks(np.arange(df_crosscorrelated.shape[0])[::15],df_crosscorrelated['Date'][::15],rotation='-45')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "close = df_crosscorrelated['Close'].values\n",
    "a = close[np.where(outliers==1)[0]]\n",
    "b = close[np.where(outliers==-1)[0]]\n",
    "\n",
    "fig, axs = plt.subplots(figsize=(10,6))\n",
    "axs.hist([a,b], bins=32, stacked=True, color=['blue', 'red'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
